{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Vanna with a Local Context Database\n",
    "Generally it's a lot easier to get started with Vanna using our hosted service. However, if you want to run Vanna locally, you can do so by running a local context database using ChromaDB. This notebook will walk you through the steps to do so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install 'vanna[chromadb,snowflake,openai]'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from vanna.local import LocalContext_OpenAI"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configure OpenAI API Key\n",
    "If you're using Azure OpenAI there are some additional parameters to specify beyond the API Key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the regular OpenAI API\n",
    "vn = LocalContext_OpenAI({\"api_key\": \"sk-...\"})\n",
    "\n",
    "# Use the Azure OpenAI API\n",
    "vn = LocalContext_OpenAI(config={\n",
    "    \"api_type\": \"azure\",\n",
    "    \"api_base\": \"https://...\",\n",
    "    \"api_version\": \"2023-05-15\",\n",
    "    \"engine\": \"YOUR_ENGINE_HERE\",\n",
    "    \"api_key\": \"sk-...\"\n",
    "})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train using a Sample SQL Query\n",
    "The easiest way to get started is to just paste in one SQL query and let Vanna train on it. This will create a new context database and train a model on it. You can then use that model to generate SQL queries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using model gpt-3.5-turbo for 147.5 tokens (approx)\n",
      "Question generated with sql: What are the top 5 customers in terms of total sales? \n",
      "Adding SQL...\n"
     ]
    }
   ],
   "source": [
    "vn.train(sql=\"\"\"\n",
    "SELECT c.c_name as customer_name,\n",
    "       sum(l.l_extendedprice * (1 - l.l_discount)) as total_sales\n",
    "FROM   snowflake_sample_data.tpch_sf1.lineitem l join snowflake_sample_data.tpch_sf1.orders o\n",
    "        ON l.l_orderkey = o.o_orderkey join snowflake_sample_data.tpch_sf1.customer c\n",
    "        ON o.o_custkey = c.c_custkey\n",
    "GROUP BY customer_name\n",
    "ORDER BY total_sales desc limit 5;\n",
    "\"\"\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Connect to the Database\n",
    "This is the database that will be used to run the generated SQL queries against. Here we're connecting to Snowflake."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vn.connect_to_snowflake(account='my-account', username='my-username', password='my-password', database='my-database')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Begin Asking Questions\n",
    "There is an automatic feedback loop here so when you ask a question that results in SQL that can execute, it will automatically be added to the context database and used to train the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Number of requested results 10 is greater than number of elements in index 1, updating n_results = 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using model gpt-3.5-turbo for 167.0 tokens (approx)\n",
      "SELECT c.c_name as customer_name,\n",
      "       sum(l.l_extendedprice * (1 - l.l_discount)) as total_sales\n",
      "FROM   snowflake_sample_data.tpch_sf1.lineitem l join snowflake_sample_data.tpch_sf1.orders o\n",
      "        ON l.l_orderkey = o.o_orderkey join snowflake_sample_data.tpch_sf1.customer c\n",
      "        ON o.o_custkey = c.c_custkey\n",
      "GROUP BY customer_name\n",
      "ORDER BY total_sales desc limit 10;\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUSTOMER_NAME</th>\n",
       "      <th>TOTAL_SALES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Customer#000143500</td>\n",
       "      <td>6757566.0218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Customer#000095257</td>\n",
       "      <td>6294115.3340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Customer#000087115</td>\n",
       "      <td>6184649.5176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Customer#000131113</td>\n",
       "      <td>6080943.8305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Customer#000134380</td>\n",
       "      <td>6075141.9635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Customer#000103834</td>\n",
       "      <td>6059770.3232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Customer#000069682</td>\n",
       "      <td>6057779.0348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Customer#000102022</td>\n",
       "      <td>6039653.6335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Customer#000098587</td>\n",
       "      <td>6027021.5855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Customer#000064660</td>\n",
       "      <td>5905659.6159</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        CUSTOMER_NAME   TOTAL_SALES\n",
       "0  Customer#000143500  6757566.0218\n",
       "1  Customer#000095257  6294115.3340\n",
       "2  Customer#000087115  6184649.5176\n",
       "3  Customer#000131113  6080943.8305\n",
       "4  Customer#000134380  6075141.9635\n",
       "5  Customer#000103834  6059770.3232\n",
       "6  Customer#000069682  6057779.0348\n",
       "7  Customer#000102022  6039653.6335\n",
       "8  Customer#000098587  6027021.5855\n",
       "9  Customer#000064660  5905659.6159"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using model gpt-3.5-turbo for 259.25 tokens (approx)\n",
      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
      "To disable this warning, you can either:\n",
      "\t- Avoid using `tokenizers` before the fork if possible\n",
      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vn.ask(\"What are the top 10 customers by sales?\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training Plan\n",
    "A training plan is a great way to extract metadata from your database to use for training. You specify which databases and schemas to filter on and it will attempt to retrieve past queries from the query history as well as the table and column names from the information schema."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trying query history\n",
      "Using model gpt-3.5-turbo for 147.25 tokens (approx)\n",
      "Using model gpt-3.5-turbo for 168.25 tokens (approx)\n",
      "Using model gpt-3.5-turbo for 147.0 tokens (approx)\n",
      "Using model gpt-3.5-turbo for 147.25 tokens (approx)\n",
      "Trying INFORMATION_SCHEMA.DATABASES\n",
      "Trying INFORMATION_SCHEMA.COLUMNS for SNOWFLAKE_SAMPLE_DATA\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Train on SQL:  What are the top 10 customers based on their total sales?\n",
       "Train on SQL:  What are the top 10 countries with the highest total sales?\n",
       "Train on SQL:  What are the top 5 customers based on their total sales?\n",
       "Train on SQL:  What are the top 15 customers based on their total sales?\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 CUSTOMER\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 SUPPLIER\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 LINEITEM\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 PARTSUPP\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 PART\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 ORDERS\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 REGION\n",
       "Train on Information Schema: SNOWFLAKE_SAMPLE_DATA.TPCH_SF1 NATION"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_plan = vn.get_training_plan_snowflake(filter_databases=['SNOWFLAKE_SAMPLE_DATA'], filter_schemas=['TPCH_SF1'])\n",
    "training_plan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "vn.train(plan=training_plan)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ask More Questions!\n",
    "Now that you have a fuly trained model, you can continue asking questions and it will continue to learn and improve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vn.ask()"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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